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Introduction
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Classroom Contents
Stanford Seminar - Recent Progress in Verifying Neural Networks, Zico Kolter
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- 1 Introduction
- 2 Overview
- 3 Recent examples
- 4 The bottom line
- 5 Verifying deep learning
- 6 The problem of deep networks
- 7 Linear networks
- 8 Offtheshelf solvers
- 9 Questions
- 10 Validation
- 11 Linear Programming
- 12 Branch Inbound
- 13 In practice
- 14 Does robustness matter
- 15 Security flaws
- 16 Why doesnt anyone care
- 17 Conclusion